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Dev Tools · 2h ago

50 lines of code fix LangGraph's unreliable LLM routing

By Meridian48 News Desk · Summarised from DEV Community ·

LangGraph's routing relies on LLM prompts, causing inconsistent tool selection. A developer created a deterministic router using YAML rules and 50 lines of Python. The approach eliminates guesswork by matching inputs to predefined domains with keywords and regex.

Meridian48 take
While clever, this workaround highlights a deeper issue: LLM-based orchestration tools still struggle with reliability, and deterministic fallbacks may become a necessary pattern.
Read the full reporting
LangGraph's Routing Is LLM-Guessing. I Wrote 50 Lines of Code to Make It Deterministic. →
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